A Hybrid Intelligence Approach to Developing Generative AI Applications • Jacob Sherson • GOTO 2023

This presentation was recorded at GOTO Copenhagen 2023. #GOTOcon #GOTOcph https://gotocph.com Jacob Sherson - Founding Director of Center for Hybrid Intelligence & ScienceAtHome.org @jacobsherson7012 RESOURCES https://twitter.com/jacobsherson https://www.linkedin.com/in/jacob-sherson-48828b4 ABSTRACT In the burgeoning field of generative AI, the future of human creativity and control is a pressing concern. Combined advances in algorithmics and Human-Computer interaction, the field of human-centered AI offers a technical solution to this dilemma, boasting a growing inventory of software and interface design principles aimed at achieving both high levels of automation AND human control. These technical solutions include sophisticated task distribution, human oversight, and continuous learning loops facilitated by approaches such as interactive machine learning. However, this talk argues for a broader, more holistic approach: Hybrid Intelligence. This framework not only incorporates the algorithmic advances of human-centered AI but also extends them into a comprehensive development and deployment strategy. Hybrid Intelligence aims to clarify the complementary skillsets between humans and AI, develop synergetic interfaces for mutual learning, and investigate organizational barriers and opportunities for creating AI applications with new value streams. This multi-dimensional focus ensures that end-users are not just passive recipients but active participants in the development process, leading to upskilling rather than deskilling during deployment. Concrete case studies, including collaborations with multinational software companies like Autodesk and solutions for SMEs, will be presented to demonstrate the real-world applicability and benefits of this Hybrid Intelligence approach. [...] TIMECODES 00:00 Intro 03:27 Auto-GPT: Agents spawning agents 04:25 GPT power war-gaming 06:48 Text-2-X trends 10:38 GenAI, where are we & what's the future? 15:05 Custom chatbots 18:42 Text-2-image 21:54 Voice editing/cloning 27:42 Full scale applications 31:05 AI vs hybrid intelligence 34:51 3 challenges of AI(HI) 43:15 Human centered AI 43:42 Takeaway 49:35 Outro Download slides and read the full abstract here: https://gotocph.com/2023/sessions/2895 RECOMMENDED BOOKS David Foster • Generative Deep Learning • https://amzn.to/48ZgP4x Sol Rashidi • Your AI Survival Guide • https://amzn.to/3UFYnKC Phil Winder • Reinforcement Learning • https://amzn.to/3t1S1VZ Mustafa Suleyman • The Coming Wave • https://amzn.to/4cmj0Ch Stuart Russell • Human Compatible • https://amzn.to/43tzHYA Pedro Domingos • The Master Algorithm • https://amzn.to/43uuT5c Kai-Fu Lee & Chen Qiufan • AI 2041 • https://amzn.to/3THkRu7 https://twitter.com/GOTOcon https://www.linkedin.com/company/goto- https://www.instagram.com/goto_con https://www.facebook.com/GOTOConferences #GenAI #GenerativeAI #HybridIntelligence #ArtificialIntelligence #AI #ML #DataScience #JacobSherson CHANNEL MEMBERSHIP BONUS Join this channel to get early access to videos & other perks: https://www.youtube.com/channel/UCs_tLP3AiwYKwdUHpltJPuA/join Looking for a unique learning experience? Attend the next GOTO conference near you! Get your ticket at https://gotopia.tech Sign up for updates and specials at https://gotopia.tech/newsletter SUBSCRIBE TO OUR CHANNEL - new videos posted almost daily. https://www.youtube.com/user/GotoConferences/?sub_confirmation=1 Video Credits Daragh Walsh: https://youtu.be/X6UrWEvZ8Aw Twilio: https://youtu.be/uGUrQf5yMME Adobe